We can download kindle books from Amazon website by using the "download and transfer via USB" service. But generally, the downloaded file types are AZW3 format, not the PDF. In such case, I will recommend you convert kindle azw3 to PDF with the recommended kindle to pdf converter -- Epubor Ultimate you.